machine learning limits (what can machine learning do and what it can't)

Machine Learning Limits (What can machine learning do and what it can’t) Moataz Mahmoud Ahmed Junior QC developer at xWare

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Machine Learning Limits

(What can machine learning do and what it can’t)

Moataz Mahmoud AhmedJunior QC developer at xWare

Agenda• What’s machine learning?• Why machine learning is cutting edge?• Some machine learning applications.• The essence of machine learning.• What can machine learning do?• What can’t machine learning do?• References.

Page 3: Machine learning limits (What can Machine Learning do and what it can't)

What’s Machine Learning?• It’s machine ability to learn without being explicitly programmed.• First of all, machine learning is a subfield of Artificial Intelligence.• The goal of artificial intelligence is to create machines that mimics

human mind.• One of the most powerful features of human mind is learning.• So to mimic human brain, our machine must be able to learn.

Page 4: Machine learning limits (What can Machine Learning do and what it can't)

Some machine learning applications

It’s your turn again!- Netflix competition.- Google translate.

Page 5: Machine learning limits (What can Machine Learning do and what it can't)

Page 6: Machine learning limits (What can Machine Learning do and what it can't)

Why machine learning is cutting edge? And some applications.• Electronic circuits function about a million times faster than

biochemical ones.• So this machine should think about a million times faster than the

minds that built it. • So you set it running for a week, and it will perform 20,000 years of

human-level intellectual work.• Now let’s name some application …

Page 7: Machine learning limits (What can Machine Learning do and what it can't)

The essence of machine learning.• A pattern exists.• We cannot pin it down mathematically.• We have data on it.

Page 8: Machine learning limits (What can Machine Learning do and what it can't)

What can machine learning do?• A pattern exists.• We cannot pin it down mathematically.• We have data on it.

Page 9: Machine learning limits (What can Machine Learning do and what it can't)

What can machine learning do?• A pattern exists.• We cannot pin it down mathematically.• We have data on it.

Page 10: Machine learning limits (What can Machine Learning do and what it can't)

What can’t machine learning do?• A pattern exists.• We cannot pin it down mathematically.• We have data on it.

Page 11: Machine learning limits (What can Machine Learning do and what it can't)

Some references• Google Tensor Flow: https://www.tensorflow.org/• Google Developers Machine Learning Recipes: https://

www.youtube.com/playlist?list=PLOU2XLYxmsIIuiBfYad6rFYQU_jL2ryal• Machine Learning is fun series (@Medium): https://medium.com/@

ageitgey/machine-learning-is-fun-80ea3ec3c471• Scikit-learn Machine Learning in Python tutorials: http

://scikit-learn.org/stable/

https://www.tensorflow.org/

https://www.youtube.com/playlist?list=PLOU2XLYxmsIIuiBfYad6rFYQU_jL2ryal

https://medium.com/@ageitgey/machine-learning-is-fun-80ea3ec3c471

http://scikit-learn.org/stable/

Page 12: Machine learning limits (What can Machine Learning do and what it can't)

BIG THANKS

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